diff --git a/module/Rest/src/Action/AbstractRestAction.php b/module/Rest/src/Action/AbstractRestAction.php
index a9c449c4..21e15d66 100644
--- a/module/Rest/src/Action/AbstractRestAction.php
+++ b/module/Rest/src/Action/AbstractRestAction.php
@@ -14,7 +14,6 @@ abstract class AbstractRestAction implements RequestHandlerInterface, RequestMet
 {
     protected const ROUTE_PATH = '';
     protected const ROUTE_ALLOWED_METHODS = [];
-    protected const ROUTE_CAN_BE_VERSIONED = true;
 
     /** @var LoggerInterface */
     protected $logger;
@@ -31,7 +30,6 @@ abstract class AbstractRestAction implements RequestHandlerInterface, RequestMet
             'middleware' => array_merge($prevMiddleware, [static::class], $postMiddleware),
             'path' => static::ROUTE_PATH,
             'allowed_methods' => static::ROUTE_ALLOWED_METHODS,
-            'can_be_versioned' => static::ROUTE_CAN_BE_VERSIONED,
         ];
     }
 }
diff --git a/module/Rest/src/Action/HealthAction.php b/module/Rest/src/Action/HealthAction.php
index 35af83fa..d062d5b2 100644
--- a/module/Rest/src/Action/HealthAction.php
+++ b/module/Rest/src/Action/HealthAction.php
@@ -13,10 +13,11 @@ use Zend\Diactoros\Response\JsonResponse;
 class HealthAction extends AbstractRestAction
 {
     private const HEALTH_CONTENT_TYPE = 'application/health+json';
+    private const PASS_STATUS = 'pass';
+    private const FAIL_STATUS = 'fail';
 
     protected const ROUTE_PATH = '/health';
     protected const ROUTE_ALLOWED_METHODS = [self::METHOD_GET];
-    protected const ROUTE_CAN_BE_VERSIONED = false;
 
     /** @var AppOptions */
     private $options;
@@ -41,7 +42,7 @@ class HealthAction extends AbstractRestAction
         $statusCode = $connected ? self::STATUS_OK : self::STATUS_SERVICE_UNAVAILABLE;
 
         return new JsonResponse([
-            'status' => $connected ? 'pass' : 'fail',
+            'status' => $connected ? self::PASS_STATUS : self::FAIL_STATUS,
             'version' => $this->options->getVersion(),
             'links' => [
                 'about' => 'https://shlink.io',
diff --git a/module/Rest/src/ConfigProvider.php b/module/Rest/src/ConfigProvider.php
index a951161b..56cfd740 100644
--- a/module/Rest/src/ConfigProvider.php
+++ b/module/Rest/src/ConfigProvider.php
@@ -9,8 +9,7 @@ use function sprintf;
 
 class ConfigProvider
 {
-    private const ROUTES_PREFIX = '/rest';
-    private const ROUTES_VERSION_PARAM = '/v{version:1}';
+    private const ROUTES_PREFIX = '/rest/v{version:1}';
 
     public function __invoke()
     {
@@ -25,14 +24,8 @@ class ConfigProvider
 
         // Prepend the routes prefix to every path
         foreach ($routes as $key => $route) {
-            ['can_be_versioned' => $routeCanBeVersioned, 'path' => $path] = $route;
-            $routes[$key]['path'] = sprintf(
-                '%s%s%s',
-                self::ROUTES_PREFIX,
-                $routeCanBeVersioned ? self::ROUTES_VERSION_PARAM : '',
-                $path
-            );
-            unset($routes[$key]['can_be_versioned']);
+            ['path' => $path] = $route;
+            $routes[$key]['path'] = sprintf('%s%s', self::ROUTES_PREFIX, $path);
         }
 
         return $config;
diff --git a/module/Rest/src/Middleware/PathVersionMiddleware.php b/module/Rest/src/Middleware/PathVersionMiddleware.php
index cc28be0b..d39c8a2f 100644
--- a/module/Rest/src/Middleware/PathVersionMiddleware.php
+++ b/module/Rest/src/Middleware/PathVersionMiddleware.php
@@ -11,6 +11,9 @@ use function strpos;
 
 class PathVersionMiddleware implements MiddlewareInterface
 {
+    // TODO The /health endpoint needs this middleware in order to work without the version.
+    //      Take it into account if this middleware is ever removed.
+
     /**
      * Process an incoming server request and return a response, optionally delegating
      * to the next middleware component to create the response.